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{"id":14432,"date":"2025-12-11T12:01:00","date_gmt":"2025-12-11T03:01:00","guid":{"rendered":"https:\/\/taskhub.jp\/?post_type=useful&p=14432"},"modified":"2025-12-08T18:13:42","modified_gmt":"2025-12-08T09:13:42","slug":"rag-paper","status":"publish","type":"useful","link":"https:\/\/taskhub.jp\/?useful=rag-paper","title":{"rendered":"\u30102025\u5e74\u6700\u65b0\u3011RAG\u8ad6\u6587\u306e\u5fc5\u8aad\u30ac\u30a4\u30c930\u9078\uff01\u57fa\u790e\u304b\u3089\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\uff08GraphRAG\u30fbSelf-RAG\uff09\u307e\u3067\u89e3\u8aac"},"content":{"rendered":"\n

\u300cRAG\u3092\u5b9f\u88c5\u3057\u305f\u3044\u3051\u308c\u3069\u3001\u8aad\u3080\u3079\u304d\u8ad6\u6587\u304c\u591a\u3059\u304e\u3066\u3069\u3053\u304b\u3089\u624b\u3092\u3064\u3051\u308c\u3070\u3044\u3044\u304b\u308f\u304b\u3089\u306a\u3044\u300d<\/p>\n\n\n\n

\u300c\u6700\u65b0\u306eGraphRAG\u3084Self-RAG\u3068\u3044\u3063\u305f\u6280\u8853\u7528\u8a9e\u3092\u3088\u304f\u8033\u306b\u3059\u308b\u304c\u3001\u5177\u4f53\u7684\u306a\u4ed5\u7d44\u307f\u3084\u30e1\u30ea\u30c3\u30c8\u304c\u628a\u63e1\u3067\u304d\u3066\u3044\u306a\u3044\u300d<\/p>\n\n\n\n

\u751f\u6210AI\u306e\u958b\u767a\u3084\u5c0e\u5165\u304c\u9032\u3080\u4e2d\u3067\u3001\u3053\u3046\u3044\u3063\u305f\u60c5\u5831\u306e\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u306b\u95a2\u3059\u308b\u60a9\u307f\u3092\u62b1\u3048\u3066\u3044\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u7814\u7a76\u8005\u306e\u65b9\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n

RAG\uff08Retrieval-Augmented Generation\uff09\u306e\u5206\u91ce\u306f\u65e5\u9032\u6708\u6b69\u3067\u9032\u5316\u3057\u3066\u304a\u308a\u3001\u6bce\u9031\u306e\u3088\u3046\u306b\u65b0\u3057\u3044\u624b\u6cd5\u3084\u6539\u5584\u6848\u304c\u767a\u8868\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3059\u3079\u3066\u3092\u7cbe\u8aad\u3059\u308b\u306e\u306f\u73fe\u5b9f\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u57fa\u790e\u3068\u306a\u308b\u5fc5\u8aad\u8ad6\u6587\u304b\u3089\u30012025\u5e74\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u3067\u3042\u308bGraphRAG\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c6\u30a3\u30c3\u30afRAG\u306b\u81f3\u308b\u307e\u3067\u3001\u5b9f\u52d9\u306b\u5f79\u7acb\u306430\u672c\u306e\u8ad6\u6587\u3092\u53b3\u9078\u3057\u3066\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3092\u30e1\u30a4\u30f3\u306b\u624b\u639b\u3051\u308b\u5f0a\u793e\u304c\u3001\u5b9f\u969b\u306b\u6280\u8853\u9078\u5b9a\u306e\u53c2\u8003\u306b\u3057\u3066\u3044\u308b\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u8ad6\u6587\u306e\u307f\u3092\u30d4\u30c3\u30af\u30a2\u30c3\u30d7\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001RAG\u306e\u9032\u5316\u306e\u6b74\u53f2\u3068\u6700\u65b0\u6280\u8853\u306e\u5168\u4f53\u50cf\u3092\u63b4\u3080\u3053\u3068\u304c\u3067\u304d\u3001\u81ea\u793e\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u6700\u9069\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u5b9a\u3059\u308b\u30d2\u30f3\u30c8\u304c\u5f97\u3089\u308c\u308b\u306f\u305a\u3067\u3059\u3002\u305c\u3072\u6700\u5f8c\u307e\u3067\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u307e\u305a\u306f\u3053\u3053\u304b\u3089\uff01RAG\u306e\u5168\u4f53\u50cf\u3092\u63b4\u3080\u305f\u3081\u306e\u30b5\u30fc\u30d9\u30a4\u8ad6\u6587<\/h2>\n\n\n\n

RAG\u6280\u8853\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u500b\u5225\u306e\u624b\u6cd5\u306b\u98db\u3073\u3064\u304f\u524d\u306b\u3001\u307e\u305a\u306f\u5168\u4f53\u50cf\u3092\u4fef\u77b0\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\u3053\u3053\u3067\u306f\u3001RAG\u306e\u57fa\u672c\u6982\u5ff5\u3092\u5b9a\u7fa9\u3057\u305f\u539f\u5178\u304b\u3089\u3001\u6d3e\u751f\u6280\u8853\u3092\u4f53\u7cfb\u5316\u3057\u305f\u30b5\u30fc\u30d9\u30a4\u8ad6\u6587\u3001\u305d\u3057\u3066\u5b9f\u88c5\u6642\u306b\u907f\u3051\u308b\u3079\u304d\u5931\u6557\u30d1\u30bf\u30fc\u30f3\u3092\u307e\u3068\u3081\u305f\u8ad6\u6587\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u308c\u3089\u3092\u62bc\u3055\u3048\u308b\u3053\u3068\u3067\u3001\u5f8c\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u7d39\u4ecb\u3059\u308b\u6700\u65b0\u6280\u8853\u304c\u300c\u3069\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u304b\u300d\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

RAG\u306e\u9032\u5316\u3068\u4f53\u7cfb\u3092\u7db2\u7f85\u3057\u305f\u300eRetrieval-Augmented Generation for LLMs\u300f<\/h3>\n\n\n\n

\u3053\u306e\u8ad6\u6587\u306f\u3001RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u3044\u3046\u6982\u5ff5\u304c\u3069\u306e\u3088\u3046\u306b\u751f\u307e\u308c\u3001\u3069\u306e\u3088\u3046\u306b\u767a\u5c55\u3057\u3066\u304d\u305f\u304b\u3092\u5305\u62ec\u7684\u306b\u307e\u3068\u3081\u305f\u3001\u307e\u3055\u306bRAG\u306e\u6559\u79d1\u66f8\u3068\u3082\u8a00\u3048\u308b\u30b5\u30fc\u30d9\u30a4\u8ad6\u6587\u3067\u3059\u3002<\/p>\n\n\n\n

\u521d\u671f\u306e\u300cNaive RAG\uff08\u5358\u7d14\u306a\u691c\u7d22\uff09\u300d\u304b\u3089\u3001\u691c\u7d22\u7cbe\u5ea6\u3084\u751f\u6210\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u300cAdvanced RAG\uff08\u9ad8\u5ea6\u306aRAG\uff09\u300d\u3001\u305d\u3057\u3066\u8907\u6570\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u300cModular RAG\uff08\u30e2\u30b8\u30e5\u30fc\u30eb\u5f0fRAG\uff09\u300d\u3078\u3068\u81f3\u308b\u9032\u5316\u306e\u904e\u7a0b\u304c\u8a73\u7d30\u306b\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u7279\u306b\u91cd\u8981\u306a\u306e\u306f\u3001RAG\u3092\u69cb\u6210\u3059\u308b\u300c\u691c\u7d22\uff08Retrieval\uff09\u300d\u300c\u751f\u6210\uff08Generation\uff09\u300d\u300c\u5f37\u5316\uff08Augmentation\uff09\u300d\u3068\u3044\u30463\u3064\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u304a\u3051\u308b\u6280\u8853\u7684\u8ab2\u984c\u3068\u3001\u305d\u308c\u306b\u5bfe\u3059\u308b\u65e2\u5b58\u306e\u89e3\u6c7a\u7b56\u304c\u6574\u7406\u3055\u308c\u3066\u3044\u308b\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n

\u3053\u308c\u304b\u3089RAG\u306e\u7814\u7a76\u3084\u958b\u767a\u3092\u59cb\u3081\u308b\u4eba\u304c\u3001\u73fe\u5728\u5730\u3092\u628a\u63e1\u3059\u308b\u305f\u3081\u306b\u6700\u521d\u306b\u8aad\u3080\u3079\u304d\u4e00\u518a\u3068\u3057\u3066\u5e83\u304f\u8a8d\u77e5\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305f\u3001RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6bd4\u8f03\u3084\u3001\u8a55\u4fa1\u6307\u6a19\u306b\u3064\u3044\u3066\u3082\u8a00\u53ca\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u306e\u5206\u91ce\u306e\u5730\u56f3\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u3061\u3089\u306fRAG\u306e\u7814\u7a76\u52d5\u5411\u3084\u5c06\u6765\u306e\u8ab2\u984c\u306b\u3064\u3044\u3066\u7db2\u7f85\u3055\u308c\u305f\u30b5\u30fc\u30d9\u30a4\u8ad6\u6587\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 https:\/\/arxiv.org\/html\/2511.17689v1<\/a><\/p>\n\n\n\n

\u30e2\u30b8\u30e5\u30fc\u30eb\u5f0fRAG\uff08Modular RAG\uff09\u3078\u306e\u30d1\u30e9\u30c0\u30a4\u30e0\u30b7\u30d5\u30c8<\/h3>\n\n\n\n

RAG\u30b7\u30b9\u30c6\u30e0\u3092\u5358\u306a\u308b\u300c\u691c\u7d22\u3057\u3066\u56de\u7b54\u3059\u308b\u300d\u3060\u3051\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u72ec\u7acb\u3057\u305f\u6a5f\u80fd\u3092\u6301\u3064\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u96c6\u5408\u4f53\u3068\u3057\u3066\u6349\u3048\u76f4\u3059\u300cModular RAG\u300d\u306e\u6982\u5ff5\u3092\u63d0\u5531\u3057\u305f\u91cd\u8981\u306a\u8ad6\u6587\u3067\u3059\u3002<\/p>\n\n\n\n

\u5f93\u6765\u306eRAG\u306f\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3001\u691c\u7d22\u3001\u751f\u6210\u3068\u3044\u3046\u56fa\u5b9a\u3055\u308c\u305f\u30d5\u30ed\u30fc\u3067\u52d5\u4f5c\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u3053\u306e\u8ad6\u6587\u3067\u306f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u5165\u308c\u66ff\u3048\u305f\u308a\u3001\u518d\u69cb\u6210\u3057\u305f\u308a\u3067\u304d\u308b\u67d4\u8edf\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u4f8b\u3048\u3070\u3001\u691c\u7d22\u30af\u30a8\u30ea\u3092\u66f8\u304d\u63db\u3048\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u3001\u691c\u7d22\u7d50\u679c\u3092\u30ea\u30e9\u30f3\u30af\uff08\u518d\u9806\u4f4d\u4ed8\u3051\uff09\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u3001\u3042\u308b\u3044\u306f\u691c\u7d22\u3092\u884c\u308f\u305a\u306bLLM\u306e\u77e5\u8b58\u3060\u3051\u3067\u56de\u7b54\u3059\u308b\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u30e2\u30b8\u30e5\u30fc\u30eb\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u8003\u3048\u65b9\u306f\u3001\u73fe\u5728\u306eAgentic RAG\uff08\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578bRAG\uff09\u3084\u3001LangChain\u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u304a\u3051\u308b\u5b9f\u88c5\u601d\u60f3\u306e\u57fa\u76e4\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u306e\u81ea\u7531\u5ea6\u3092\u98db\u8e8d\u7684\u306b\u9ad8\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u56fa\u5b9a\u7684\u306a\u30d5\u30ed\u30fc\u304b\u3089\u306e\u8131\u5374\u306f\u3001\u7cbe\u5ea6\u306e\u5411\u4e0a\u3060\u3051\u3067\u306a\u304f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u4fdd\u5b88\u6027\u3084\u62e1\u5f35\u6027\u306b\u304a\u3044\u3066\u3082\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u3061\u3089\u306fModular RAG\u306e\u6982\u5ff5\u3068\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3064\u3044\u3066\u63d0\u5531\u3057\u3066\u3044\u308b\u8ad6\u6587\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 https:\/\/arxiv.org\/abs\/2407.21059<\/a><\/p>\n\n\n\n

RAG\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3067\u76f4\u9762\u3059\u308b7\u3064\u306e\u5931\u6557\u70b9\uff08Seven Failure Points\uff09<\/h3>\n\n\n\n

\u7406\u8ad6\u4e0a\u306f\u5b8c\u74a7\u306b\u898b\u3048\u308bRAG\u30b7\u30b9\u30c6\u30e0\u3067\u3082\u3001\u5b9f\u969b\u306b\u69cb\u7bc9\u3057\u3066\u307f\u308b\u3068\u671f\u5f85\u901a\u308a\u306e\u7cbe\u5ea6\u304c\u51fa\u306a\u3044\u3053\u3068\u306f\u591a\u3005\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u8ad6\u6587\u306f\u3001RAG\u30b7\u30b9\u30c6\u30e0\u306e\u5b9f\u88c5\u6642\u306b\u3088\u304f\u906d\u9047\u3059\u308b7\u3064\u306e\u5931\u6557\u30dd\u30a4\u30f3\u30c8\uff08Failure Points\uff09\u3092\u5177\u4f53\u7684\u306b\u7279\u5b9a\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u89e3\u6c7a\u7b56\u3092\u63d0\u793a\u3057\u305f\u5b9f\u8df5\u7684\u306a\u30ac\u30a4\u30c9\u3067\u3059\u3002<\/p>\n\n\n\n

\u5177\u4f53\u7684\u306b\u306f\u3001\u300c\u691c\u7d22\u6f0f\u308c\u300d\u300c\u691c\u7d22\u7d50\u679c\u306e\u8aa4\u308a\u300d\u300c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u4e0d\u6574\u5408\u300d\u300c\u751f\u6210\u6642\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u8457\u8005\u306f\u3001\u3053\u308c\u3089\u306e\u5931\u6557\u304c\u30d7\u30ed\u30bb\u30b9\u306e\u3069\u306e\u6bb5\u968e\uff08\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6642\u3001\u30af\u30a8\u30ea\u4f5c\u6210\u6642\u3001\u691c\u7d22\u6642\u3001\u751f\u6210\u6642\uff09\u3067\u767a\u751f\u3059\u308b\u304b\u3092\u5206\u6790\u3057\u3001\u305d\u308c\u306b\u5bfe\u3059\u308b\u5177\u4f53\u7684\u306a\u5bfe\u7b56\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u4f8b\u3048\u3070\u3001\u56de\u7b54\u306b\u5fc5\u8981\u306a\u60c5\u5831\u304c\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u3084\u3001\u691c\u7d22\u3055\u308c\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u6b63\u3057\u3044\u306b\u3082\u304b\u304b\u308f\u3089\u305aLLM\u304c\u8aa4\u3063\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u5834\u5408\u306a\u3069\u3001\u73fe\u5834\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u76f4\u9762\u3059\u308b\u300c\u3042\u308b\u3042\u308b\u300d\u304c\u7db2\u7f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u969b\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u3068\u3057\u3066\u975e\u5e38\u306b\u6709\u7528\u3067\u3042\u308a\u3001\u958b\u767a\u306e\u624b\u623b\u308a\u3092\u9632\u3050\u305f\u3081\u306b\u5fc5\u8aad\u306e\u5185\u5bb9\u3067\u3059\u3002<\/p>\n\n\n\n

\u3053\u3061\u3089\u306fRAG\u904b\u7528\u306b\u304a\u3051\u308b\u5931\u6557\u4e8b\u4f8b\u3068\u5bfe\u7b56\u306b\u3064\u3044\u3066\u5206\u6790\u3057\u305f\u8ad6\u6587\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 https:\/\/arxiv.org\/abs\/2401.05856<\/a><\/p>\n\n\n\n

RAG\u8ad6\u6587\u304b\u3089\u5b66\u3076\u56de\u7b54\u7cbe\u5ea6\u3092\u98db\u8e8d\u7684\u306b\u9ad8\u3081\u308b\u300c\u691c\u7d22\u30fb\u751f\u6210\u300d\u6539\u5584\u306e\u624b\u6cd5<\/h2>\n\n\n\n

\u57fa\u672c\u7684\u306aRAG\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u305f\u5f8c\u3001\u6b21\u306b\u76f4\u9762\u3059\u308b\u306e\u306f\u300c\u56de\u7b54\u7cbe\u5ea6\u306e\u58c1\u300d\u3067\u3059\u3002<\/p>\n\n\n\n

\u691c\u7d22\u3057\u305f\u60c5\u5831\u304c\u7684\u5916\u308c\u3060\u3063\u305f\u308a\u3001LLM\u304c\u60c5\u5831\u3092\u6b63\u3057\u304f\u4f7f\u3048\u306a\u304b\u3063\u305f\u308a\u3059\u308b\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u591a\u304f\u306e\u7814\u7a76\u8005\u304c\u6539\u5584\u624b\u6cd5\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u3053\u3067\u306f\u3001\u81ea\u5df1\u8a55\u4fa1\u3001\u30af\u30a8\u30ea\u4fee\u6b63\u3001\u30ea\u30e9\u30f3\u30af\u306a\u3069\u3001RAG\u306e\u5404\u30d7\u30ed\u30bb\u30b9\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u8ad6\u6587\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u691c\u7d22\u7d50\u679c\u3092\u81ea\u5df1\u8a55\u4fa1\u3057\u3066\u8cea\u3092\u9ad8\u3081\u308b\u300eSelf-RAG\u300f\u306e\u4ed5\u7d44\u307f<\/h3>\n\n\n\n

Self-RAG\uff08Self-Reflective Retrieval-Augmented Generation\uff09\u306f\u3001LLM\u304c\u81ea\u8eab\u306e\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u3092\u6279\u5224\u7684\u306b\u8a55\u4fa1\uff08\u81ea\u5df1\u7701\u5bdf\uff09\u3057\u306a\u304c\u3089\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b\u753b\u671f\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/p>\n\n\n\n

\u5f93\u6765\u306eRAG\u306f\u3001\u691c\u7d22\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u76f2\u76ee\u7684\u306b\u4fe1\u3058\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001Self-RAG\u3067\u306f\u300c\u691c\u7d22\u304c\u5fc5\u8981\u304b\uff1f\u300d\u300c\u691c\u7d22\u7d50\u679c\u306f\u9069\u5207\u304b\uff1f\u300d\u300c\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u306f\u6709\u7528\u304b\uff1f\u300d\u3068\u3044\u3063\u305f\u5224\u65ad\u3092\u3001\u7279\u6b8a\u306a\u30c8\u30fc\u30af\u30f3\u3092\u7528\u3044\u3066\u81ea\u5f8b\u7684\u306b\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u5177\u4f53\u7684\u306b\u306f\u3001\u691c\u7d22\u3057\u305f\u60c5\u5831\u304c\u30af\u30a8\u30ea\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u304b\u3092\u8a55\u4fa1\u3059\u308b\u300cIsREL\u300d\u3001\u751f\u6210\u3055\u308c\u305f\u6587\u7ae0\u304c\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u300cIsSUP\u300d\u3001\u305d\u3057\u3066\u56de\u7b54\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u304b\u3092\u5224\u5b9a\u3059\u308b\u300cIsUSE\u300d\u306a\u3069\u306e\u6307\u6a19\u3092\u7528\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u308c\u306b\u3088\u308a\u3001\u4e0d\u8981\u306a\u691c\u7d22\u3092\u6291\u5236\u3057\u3066\u63a8\u8ad6\u901f\u5ea6\u3092\u4e0a\u3052\u305f\u308a\u3001\u8cea\u306e\u4f4e\u3044\u691c\u7d22\u7d50\u679c\u3092\u7834\u68c4\u3057\u3066\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u4f4e\u6e1b\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

LLM\u81ea\u4f53\u306b\u5224\u65ad\u80fd\u529b\u3092\u6301\u305f\u305b\u308b\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u5f8c\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u767a\u5c55\u306b\u3082\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u3053\u3061\u3089\u306fSelf-RAG\u306e\u81ea\u5df1\u7701\u5bdf\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u305f\u8ad6\u6587\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 https:\/\/arxiv.org\/abs\/2310.11511<\/a><\/p>\n\n\n\n

\u691c\u7d22\u306e\u8981\u5426\u5224\u65ad\u3068\u4fee\u6b63\u3092\u884c\u3046\u300eCRAG\uff08Corrective RAG\uff09\u300f<\/h3>\n\n\n\n

CRAG\uff08Corrective Retrieval-Augmented Generation\uff09\u306f\u3001\u691c\u7d22\u7d50\u679c\u306e\u54c1\u8cea\u304c\u4f4e\u3044\u5834\u5408\u306b\u3001\u305d\u308c\u3092\u4fee\u6b63\u3059\u308b\u305f\u3081\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u7d44\u307f\u8fbc\u3093\u3060\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n

\u691c\u7d22\u7d50\u679c\u304c\u4e0d\u6b63\u78ba\u306a\u307e\u307e\u751f\u6210\u3092\u884c\u3046\u3068\u3001\u8aa4\u3063\u305f\u60c5\u5831\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u304c\u51fa\u529b\u3055\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

CRAG\u3067\u306f\u3001\u8efd\u91cf\u306a\u8a55\u4fa1\u30e2\u30c7\u30eb\uff08Evaluator\uff09\u3092\u5c0e\u5165\u3057\u3001\u691c\u7d22\u3055\u308c\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u4fe1\u983c\u6027\u3092\u300cCorrect\uff08\u6b63\u78ba\uff09\u300d\u300cAmbiguous\uff08\u66d6\u6627\uff09\u300d\u300cIncorrect\uff08\u4e0d\u6b63\u78ba\uff09\u300d\u306e3\u6bb5\u968e\u3067\u5224\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u5224\u5b9a\u7d50\u679c\u304c\u300cCorrect\u300d\u3067\u3042\u308c\u3070\u305d\u306e\u307e\u307e\u751f\u6210\u306b\u9032\u307f\u307e\u3059\u304c\u3001\u300cIncorrect\u300d\u306e\u5834\u5408\u306fWeb\u691c\u7d22\u306a\u3069\u306e\u5916\u90e8\u77e5\u8b58\u3092\u5229\u7528\u3057\u3066\u60c5\u5831\u3092\u88dc\u5b8c\u3057\u307e\u3059\u3002\u300cAmbiguous\u300d\u306e\u5834\u5408\u306f\u3001\u5185\u90e8\u77e5\u8b58\u3068\u5916\u90e8\u77e5\u8b58\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u56de\u7b54\u3092\u7cbe\u67fb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u3088\u3046\u306b\u3001\u691c\u7d22\u7d50\u679c\u306e\u8cea\u306b\u5fdc\u3058\u3066\u52d5\u7684\u306b\u30d7\u30ed\u30bb\u30b9\u3092\u5206\u5c90\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30ce\u30a4\u30ba\u306e\u591a\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u96e3\u6613\u5ea6\u306e\u9ad8\u3044\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3082\u3001\u9811\u5065\u3067\u6b63\u78ba\u306a\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u30a8\u30e9\u30fc\u3092\u81ea\u52d5\u4fee\u6b63\u3059\u308b\u3053\u306e\u4ed5\u7d44\u307f\u306f\u3001\u5b9f\u904b\u7528\u306b\u304a\u3051\u308b\u5b89\u5b9a\u6027\u3092\u5927\u304d\u304f\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u3061\u3089\u306f\u751f\u6210AI\u3092\u4f01\u696d\u3067\u5229\u7528\u3059\u308b\u969b\u306e\u30ea\u30b9\u30af\u3068\u5177\u4f53\u7684\u306a\u5bfe\u7b56\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u305f\u8a18\u4e8b\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <\/p>\n\n\n\n

\n

\u30102025\u5e74\u7248\u3011\u751f\u6210AI\u306e\u4f01\u696d\u30ea\u30b9\u30af9\u9078\uff01\u4eca\u3059\u3050\u3067\u304d\u308b\u5bfe\u7b56\u3082\u89e3\u8aac<\/a><\/blockquote>